{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.937133333333332°C and 35.08393333333334°C\n",
      "with a speed of roughly 13.97465895953758°C per hour\n",
      "we see a voltage tempco of roughly 0.014980948908490216 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230213-091543_ADRmu11_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu11 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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